solution

2022-05-21 18:47:07 +02:00 · 2022-05-21 18:47:07 +02:00 · ec59e0113c
commit ec59e0113c
parent 37289c1a79
18 changed files with 22740 additions and 0 deletions
--- a/.gitignore
+++ b/.gitignore
@ -0,0 +1,8 @@
 *~
 *.swp
 *.bak
 *.pyc
 *.o
 .DS_Store
 .token
--- a/.ipynb_checkpoints/Untitled-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@ -0,0 +1,421 @@
 {
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "99f56426",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import required libraries\n",
    "import pandas as pd\n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn\n",
    "\n",
    "# Import necessary modules\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from math import sqrt\n",
    "\n",
    "# Keras specific\n",
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "10b8d271",
   "metadata": {},
   "outputs": [],
   "source": [
    "in_columns = ['id_stacji', 'nazwa_stacji', 'typ_zbioru', 'rok', 'miesiąc']\n",
    "\n",
    "df = pd.read_csv('train/in.tsv', names=in_columns, sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0cd1b792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id_stacji</th>\n",
       "      <th>rok</th>\n",
       "      <th>miesiąc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>249180010</td>\n",
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       "      <td>249180010</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>249180010</td>\n",
       "      <td>1981</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>249180010</td>\n",
       "      <td>1981</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>8755</th>\n",
       "      <td>252230120</td>\n",
       "      <td>2010</td>\n",
       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>8756</th>\n",
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       "      <td>2010</td>\n",
       "      <td>9</td>\n",
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       "    <tr>\n",
       "      <th>8757</th>\n",
       "      <td>252230120</td>\n",
       "      <td>2010</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>8758</th>\n",
       "      <td>252230120</td>\n",
       "      <td>2010</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8759</th>\n",
       "      <td>252230120</td>\n",
       "      <td>2010</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8760 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      id_stacji   rok  miesiąc\n",
       "0     249180010  1981        1\n",
       "1     249180010  1981        2\n",
       "2     249180010  1981        3\n",
       "3     249180010  1981        4\n",
       "4     249180010  1981        5\n",
       "...         ...   ...      ...\n",
       "8755  252230120  2010        8\n",
       "8756  252230120  2010        9\n",
       "8757  252230120  2010       10\n",
       "8758  252230120  2010       11\n",
       "8759  252230120  2010       12\n",
       "\n",
       "[8760 rows x 3 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop(['nazwa_stacji','typ_zbioru'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d4fbb03a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rainfall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>43.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>72.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>89.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>8755</th>\n",
       "      <td>114.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8756</th>\n",
       "      <td>101.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8757</th>\n",
       "      <td>20.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8758</th>\n",
       "      <td>93.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8759</th>\n",
       "      <td>46.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8760 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rainfall\n",
       "0         19.4\n",
       "1         43.2\n",
       "2         72.2\n",
       "3         25.3\n",
       "4         89.3\n",
       "...        ...\n",
       "8755     114.9\n",
       "8756     101.2\n",
       "8757      20.4\n",
       "8758      93.2\n",
       "8759      46.9\n",
       "\n",
       "[8760 rows x 1 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = pd.read_csv('train/expected.tsv', sep='\\t', names=['rainfall'])\n",
    "#y = np.array(y).reshape(1,-1)\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fdb79c48",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define model\n",
    "model = Sequential()\n",
    "model.add(Dense(500, input_dim=4, activation= \"relu\"))\n",
    "model.add(Dense(100, activation= \"relu\"))\n",
    "model.add(Dense(50, activation= \"relu\"))\n",
    "model.add(Dense(1))\n",
    "#model.summary() #Print model Summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "483a10d4",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: 'PSZCZYNA'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9948/1827701549.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'float32'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'PSZCZYNA'"
     ]
    }
   ],
   "source": [
    "df['id_stacji'] = np.asarray(df['id_stacji']).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "9d7f9ad2",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.asarray(y).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "10e71137",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 4) <dtype: 'float32'>\n",
      "(None, 1) <dtype: 'float32'>\n",
      "dense (None, 4) float32\n",
      "dense_1 (None, 500) float32\n",
      "dense_2 (None, 100) float32\n",
      "dense_3 (None, 50) float32\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None, None]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[print(i.shape, i.dtype) for i in model.inputs]\n",
    "[print(o.shape, o.dtype) for o in model.outputs]\n",
    "[print(l.name, l.input_shape, l.dtype) for l in model.layers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "827c4d74",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Failed to convert a NumPy array to a Tensor (Unsupported object type int).",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9948/1196997991.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcompile\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mloss\u001b[0m\u001b[1;33m=\u001b[0m \u001b[1;34m\"mean_squared_error\"\u001b[0m \u001b[1;33m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"adam\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"mean_squared_error\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\keras\\utils\\traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     65\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# pylint: disable=broad-except\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     66\u001b[0m       \u001b[0mfiltered_tb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 67\u001b[1;33m       \u001b[1;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     68\u001b[0m     \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     69\u001b[0m       \u001b[1;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\constant_op.py\u001b[0m in \u001b[0;36mconvert_to_eager_tensor\u001b[1;34m(value, ctx, dtype)\u001b[0m\n\u001b[0;32m    100\u001b[0m       \u001b[0mdtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdtypes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_dtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_datatype_enum\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    101\u001b[0m   \u001b[0mctx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 102\u001b[1;33m   \u001b[1;32mreturn\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mEagerTensor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mctx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdevice_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    103\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    104\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Failed to convert a NumPy array to a Tensor (Unsupported object type int)."
     ]
    }
   ],
   "source": [
    "model.compile(loss= \"mean_squared_error\" , optimizer=\"adam\", metrics=[\"mean_squared_error\"])\n",
    "model.fit(df, y, epochs=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f53bf8ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_train= model.predict(X_train)\n",
    "print(np.sqrt(mean_squared_error(y_train,pred_train)))\n",
    "\n",
    "pred= model.predict(X_test)\n",
    "print(np.sqrt(mean_squared_error(y_test,pred))) "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
 }
--- a/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Untitled1-checkpoint.ipynb
@ -0,0 +1,6 @@
 {
 "cells": [],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 5
 }
--- a/.ipynb_checkpoints/Untitled2-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Untitled2-checkpoint.ipynb
@ -0,0 +1,6 @@
 {
 "cells": [],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 5
 }
--- a/.ipynb_checkpoints/Untitled3-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Untitled3-checkpoint.ipynb
@ -0,0 +1,6 @@
 {
 "cells": [],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 5
 }
--- a/.ipynb_checkpoints/Untitled4-checkpoint.ipynb
+++ b/.ipynb_checkpoints/Untitled4-checkpoint.ipynb
@ -0,0 +1,6 @@
 {
 "cells": [],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 5
 }
--- a/config.txt
+++ b/config.txt
@ -0,0 +1 @@
 --metric RMSE --metric MAE  --in-header in-header.tsv  --out-header out-header.tsv --precision 3
--- a/dataset_splits.tsv
+++ b/dataset_splits.tsv
@ -0,0 +1,21 @@
 WARSZAWA-BIELANY	train
 JARCZEW	train
 PUŁTUSK	train
 JABŁONKA	train
 LGOTA GÓRNA	train
 PSZCZYNA	train
 RÓŻANYSTOK	train
 STASZÓW	train
 KOMAŃCZA	train
 OLECKO	train
 SOLINA-JAWOR	dev-0
 LIDZBARK WARMIŃSKI	dev-0
 BIEBRZA-PIEŃCZYKÓWEK	dev-0
 MUSZYNA	dev-0
 CHRZĄSTOWO	dev-0
 SMOLICE	test-A
 KRAKÓW-OBSERWATORIUM	test-A
 KROŚCIENKO	test-A
 BIAŁOWIEŻA	test-A
 GORZYŃ	test-A
 WIELICHOWO	test-A
--- a/dev-0/expected.tsv
+++ b/dev-0/expected.tsv
@ -0,0 +1,600 @@
 32.5
 11.8
 10.9
 52.4
 72.3
 139.1
 245.6
 35.4
 12.3
 59.4
 1.2
 28.3
 41.2
 25.0
 16.2
 67.4
 62.1
 103.0
 300.7
 57.3
 43.9
 59.8
 2.5
 54.8
 28.1
 13.4
 20.8
 9.0
 38.4
 39.4
 116.5
 51.0
 27.2
 19.5
 3.4
 40.0
 23.7
 37.1
 13.7
 29.5
 71.2
 31.3
 206.1
 92.0
 18.1
 16.8
 12.5
 31.3
 34.9
 55.2
 14.0
 26.6
 61.0
 61.0
 221.2
 81.1
 38.5
 40.2
 11.8
 36.0
 64.7
 49.1
 41.1
 34.1
 80.0
 130.6
 141.5
 38.1
 28.9
 46.6
 30.9
 31.3
 66.2
 60.8
 42.0
 54.3
 122.5
 168.9
 131.7
 60.6
 51.7
 86.3
 39.9
 48.0
 53.2
 29.9
 10.0
 30.4
 42.9
 113.9
 144.3
 48.4
 30.5
 32.5
 54.0
 19.6
 40.8
 27.0
 13.5
 49.7
 51.1
 97.1
 135.3
 56.3
 28.2
 50.5
 42.2
 34.2
 48.4
 30.4
 29.1
 77.9
 52.8
 125.8
 170.2
 90.7
 46.5
 62.7
 67.2
 25.8
 71.7
 58.3
 50.8
 17.8
 111.2
 117.0
 37.4
 21.3
 112.3
 19.1
 107.6
 24.6
 63.3
 33.4
 85.9
 43.6
 86.5
 237.7
 71.7
 14.9
 103.6
 20.6
 116.5
 22.6
 39.6
 34.3
 18.2
 15.6
 78.1
 58.3
 92.7
 30.2
 54.7
 28.1
 31.7
 19.0
 32.0
 29.6
 26.5
 42.8
 67.2
 77.9
 67.2
 58.9
 144.0
 19.0
 36.4
 22.1
 35.2
 27.7
 23.7
 28.5
 33.3
 110.7
 44.3
 49.2
 105.4
 40.3
 24.8
 51.2
 24.7
 31.3
 65.6
 73.4
 163.4
 74.6
 147.0
 151.4
 76.9
 72.2
 17.0
 22.0
 32.3
 37.7
 59.3
 61.6
 258.3
 77.7
 228.9
 117.3
 77.2
 64.5
 16.0
 37.5
 31.6
 19.2
 49.5
 36.9
 59.7
 44.6
 46.3
 58.5
 23.6
 28.9
 19.1
 83.7
 47.8
 24.4
 35.5
 21.4
 38.8
 86.1
 41.4
 63.7
 18.6
 11.6
 20.2
 36.6
 55.0
 14.1
 55.7
 19.4
 31.0
 60.5
 59.9
 82.4
 15.6
 19.7
 33.2
 62.7
 94.9
 31.1
 36.4
 31.4
 94.3
 37.8
 55.4
 45.3
 81.4
 48.5
 59.9
 20.6
 73.5
 27.1
 44.9
 35.1
 152.1
 70.5
 93.0
 22.4
 111.7
 52.7
 81.9
 17.7
 30.7
 5.8
 33.7
 23.4
 22.0
 40.1
 57.3
 18.1
 53.2
 21.2
 37.5
 22.7
 45.1
 8.2
 36.6
 29.1
 55.9
 41.5
 57.0
 12.2
 35.4
 18.7
 86.1
 56.2
 61.2
 3.6
 35.8
 34.4
 46.6
 35.8
 82.6
 6.4
 33.6
 19.3
 108.1
 64.2
 27.0
 92.8
 24.7
 56.8
 95.9
 25.2
 170.5
 72.6
 41.2
 134.8
 47.6
 68.9
 50.0
 76.6
 46.6
 88.4
 68.2
 92.4
 164.3
 129.1
 39.6
 154.1
 77.2
 73.8
 24.1
 25.0
 26.4
 44.7
 56.1
 85.4
 121.5
 70.9
 4.7
 125.9
 44.1
 42.7
 24.9
 62.2
 31.4
 24.0
 28.1
 42.4
 89.2
 65.2
 22.4
 115.4
 51.6
 39.1
 35.2
 59.1
 17.8
 40.7
 55.8
 60.4
 118.3
 87.1
 42.5
 112.1
 85.2
 54.9
 26.7
 28.3
 35.1
 84.2
 80.0
 90.5
 123.7
 94.8
 106.6
 82.4
 56.2
 60.4
 39.0
 24.1
 45.1
 50.2
 99.7
 169.3
 94.4
 46.3
 144.6
 74.3
 72.3
 148.2
 12.6
 25.5
 33.5
 29.7
 85.3
 61.6
 134.0
 143.2
 63.9
 98.3
 36.4
 31.6
 13.8
 36.6
 60.8
 61.7
 19.5
 109.7
 79.3
 62.6
 103.5
 97.5
 40.4
 64.9
 21.5
 48.9
 52.7
 71.9
 30.1
 63.4
 113.6
 75.0
 145.3
 133.2
 72.0
 80.9
 9.5
 45.9
 36.4
 44.4
 62.6
 161.6
 65.0
 79.6
 32.4
 35.6
 23.2
 65.7
 16.9
 69.3
 44.7
 47.0
 56.3
 155.1
 134.0
 45.3
 97.8
 77.8
 27.8
 66.5
 56.6
 2.2
 31.8
 48.4
 5.1
 44.4
 120.0
 14.0
 32.0
 24.7
 8.4
 52.1
 26.6
 10.0
 19.0
 52.1
 24.5
 25.6
 96.5
 69.6
 21.9
 37.8
 20.1
 57.1
 41.3
 10.5
 16.3
 45.0
 55.4
 58.2
 81.0
 27.1
 31.0
 67.1
 22.9
 58.9
 81.5
 20.4
 31.0
 68.1
 160.7
 37.9
 56.7
 117.9
 52.6
 50.9
 72.9
 69.7
 65.9
 24.9
 26.2
 67.5
 148.6
 91.0
 73.2
 124.3
 47.7
 68.4
 77.2
 88.0
 27.6
 16.5
 30.8
 3.1
 72.2
 17.5
 24.4
 43.5
 83.6
 31.4
 66.0
 23.2
 54.0
 20.2
 38.9
 2.0
 87.2
 81.5
 43.8
 39.8
 43.2
 35.7
 19.5
 32.7
 52.8
 33.4
 53.6
 4.7
 74.5
 83.9
 55.1
 55.0
 98.8
 46.4
 30.9
 34.7
 16.5
 85.4
 21.0
 19.2
 117.0
 121.4
 97.9
 104.1
 67.5
 151.0
 19.7
 38.6
 23.1
 76.1
 39.9
 23.4
 152.4
 229.3
 107.9
 56.4
 85.8
 97.6
 27.5
 62.1
 32.1
 42.1
 28.6
 4.0
 44.7
 165.4
 57.4
 104.7
 55.4
 70.2
 12.2
 35.9
 33.5
 38.3
 24.5
 6.7
 69.9
 150.6
 47.2
 107.3
 35.9
 65.4
 29.1
 37.3
 50.1
 57.5
 40.3
 5.7
 75.2
 96.3
 64.1
 73.5
 18.3
 90.5
 45.5
 42.8
--- a/dev-0/in.tsv
+++ b/dev-0/in.tsv
@ -0,0 +1,600 @@
 249200490	MUSZYNA	dev	2011	1
 249200490	MUSZYNA	dev	2011	2
 249200490	MUSZYNA	dev	2011	3
 249200490	MUSZYNA	dev	2011	4
 249200490	MUSZYNA	dev	2011	5
 249200490	MUSZYNA	dev	2011	6
 249200490	MUSZYNA	dev	2011	7
 249200490	MUSZYNA	dev	2011	8
 249200490	MUSZYNA	dev	2011	9
 249200490	MUSZYNA	dev	2011	10
 249200490	MUSZYNA	dev	2011	11
 249200490	MUSZYNA	dev	2011	12
 249220150	SOLINA-JAWOR	dev	2011	1
 249220150	SOLINA-JAWOR	dev	2011	2
 249220150	SOLINA-JAWOR	dev	2011	3
 249220150	SOLINA-JAWOR	dev	2011	4
 249220150	SOLINA-JAWOR	dev	2011	5
 249220150	SOLINA-JAWOR	dev	2011	6
 249220150	SOLINA-JAWOR	dev	2011	7
 249220150	SOLINA-JAWOR	dev	2011	8
 249220150	SOLINA-JAWOR	dev	2011	9
 249220150	SOLINA-JAWOR	dev	2011	10
 249220150	SOLINA-JAWOR	dev	2011	11
 249220150	SOLINA-JAWOR	dev	2011	12
 253170210	CHRZĄSTOWO	dev	2011	1
 253170210	CHRZĄSTOWO	dev	2011	2
 253170210	CHRZĄSTOWO	dev	2011	3
 253170210	CHRZĄSTOWO	dev	2011	4
 253170210	CHRZĄSTOWO	dev	2011	5
 253170210	CHRZĄSTOWO	dev	2011	6
 253170210	CHRZĄSTOWO	dev	2011	7
 253170210	CHRZĄSTOWO	dev	2011	8
 253170210	CHRZĄSTOWO	dev	2011	9
 253170210	CHRZĄSTOWO	dev	2011	10
 253170210	CHRZĄSTOWO	dev	2011	11
 253170210	CHRZĄSTOWO	dev	2011	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2011	12
 254200080	LIDZBARK WARMIŃSKI	dev	2011	1
 254200080	LIDZBARK WARMIŃSKI	dev	2011	2
 254200080	LIDZBARK WARMIŃSKI	dev	2011	3
 254200080	LIDZBARK WARMIŃSKI	dev	2011	4
 254200080	LIDZBARK WARMIŃSKI	dev	2011	5
 254200080	LIDZBARK WARMIŃSKI	dev	2011	6
 254200080	LIDZBARK WARMIŃSKI	dev	2011	7
 254200080	LIDZBARK WARMIŃSKI	dev	2011	8
 254200080	LIDZBARK WARMIŃSKI	dev	2011	9
 254200080	LIDZBARK WARMIŃSKI	dev	2011	10
 254200080	LIDZBARK WARMIŃSKI	dev	2011	11
 254200080	LIDZBARK WARMIŃSKI	dev	2011	12
 249200490	MUSZYNA	dev	2012	1
 249200490	MUSZYNA	dev	2012	2
 249200490	MUSZYNA	dev	2012	3
 249200490	MUSZYNA	dev	2012	4
 249200490	MUSZYNA	dev	2012	5
 249200490	MUSZYNA	dev	2012	6
 249200490	MUSZYNA	dev	2012	7
 249200490	MUSZYNA	dev	2012	8
 249200490	MUSZYNA	dev	2012	9
 249200490	MUSZYNA	dev	2012	10
 249200490	MUSZYNA	dev	2012	11
 249200490	MUSZYNA	dev	2012	12
 249220150	SOLINA-JAWOR	dev	2012	1
 249220150	SOLINA-JAWOR	dev	2012	2
 249220150	SOLINA-JAWOR	dev	2012	3
 249220150	SOLINA-JAWOR	dev	2012	4
 249220150	SOLINA-JAWOR	dev	2012	5
 249220150	SOLINA-JAWOR	dev	2012	6
 249220150	SOLINA-JAWOR	dev	2012	7
 249220150	SOLINA-JAWOR	dev	2012	8
 249220150	SOLINA-JAWOR	dev	2012	9
 249220150	SOLINA-JAWOR	dev	2012	10
 249220150	SOLINA-JAWOR	dev	2012	11
 249220150	SOLINA-JAWOR	dev	2012	12
 253170210	CHRZĄSTOWO	dev	2012	1
 253170210	CHRZĄSTOWO	dev	2012	2
 253170210	CHRZĄSTOWO	dev	2012	3
 253170210	CHRZĄSTOWO	dev	2012	4
 253170210	CHRZĄSTOWO	dev	2012	5
 253170210	CHRZĄSTOWO	dev	2012	6
 253170210	CHRZĄSTOWO	dev	2012	7
 253170210	CHRZĄSTOWO	dev	2012	8
 253170210	CHRZĄSTOWO	dev	2012	9
 253170210	CHRZĄSTOWO	dev	2012	10
 253170210	CHRZĄSTOWO	dev	2012	11
 253170210	CHRZĄSTOWO	dev	2012	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2012	12
 254200080	LIDZBARK WARMIŃSKI	dev	2012	1
 254200080	LIDZBARK WARMIŃSKI	dev	2012	2
 254200080	LIDZBARK WARMIŃSKI	dev	2012	3
 254200080	LIDZBARK WARMIŃSKI	dev	2012	4
 254200080	LIDZBARK WARMIŃSKI	dev	2012	5
 254200080	LIDZBARK WARMIŃSKI	dev	2012	6
 254200080	LIDZBARK WARMIŃSKI	dev	2012	7
 254200080	LIDZBARK WARMIŃSKI	dev	2012	8
 254200080	LIDZBARK WARMIŃSKI	dev	2012	9
 254200080	LIDZBARK WARMIŃSKI	dev	2012	10
 254200080	LIDZBARK WARMIŃSKI	dev	2012	11
 254200080	LIDZBARK WARMIŃSKI	dev	2012	12
 249200490	MUSZYNA	dev	2013	1
 249200490	MUSZYNA	dev	2013	2
 249200490	MUSZYNA	dev	2013	3
 249200490	MUSZYNA	dev	2013	4
 249200490	MUSZYNA	dev	2013	5
 249200490	MUSZYNA	dev	2013	6
 249200490	MUSZYNA	dev	2013	7
 249200490	MUSZYNA	dev	2013	8
 249200490	MUSZYNA	dev	2013	9
 249200490	MUSZYNA	dev	2013	10
 249200490	MUSZYNA	dev	2013	11
 249200490	MUSZYNA	dev	2013	12
 249220150	SOLINA-JAWOR	dev	2013	1
 249220150	SOLINA-JAWOR	dev	2013	2
 249220150	SOLINA-JAWOR	dev	2013	3
 249220150	SOLINA-JAWOR	dev	2013	4
 249220150	SOLINA-JAWOR	dev	2013	5
 249220150	SOLINA-JAWOR	dev	2013	6
 249220150	SOLINA-JAWOR	dev	2013	7
 249220150	SOLINA-JAWOR	dev	2013	8
 249220150	SOLINA-JAWOR	dev	2013	9
 249220150	SOLINA-JAWOR	dev	2013	10
 249220150	SOLINA-JAWOR	dev	2013	11
 249220150	SOLINA-JAWOR	dev	2013	12
 253170210	CHRZĄSTOWO	dev	2013	1
 253170210	CHRZĄSTOWO	dev	2013	2
 253170210	CHRZĄSTOWO	dev	2013	3
 253170210	CHRZĄSTOWO	dev	2013	4
 253170210	CHRZĄSTOWO	dev	2013	5
 253170210	CHRZĄSTOWO	dev	2013	6
 253170210	CHRZĄSTOWO	dev	2013	7
 253170210	CHRZĄSTOWO	dev	2013	8
 253170210	CHRZĄSTOWO	dev	2013	9
 253170210	CHRZĄSTOWO	dev	2013	10
 253170210	CHRZĄSTOWO	dev	2013	11
 253170210	CHRZĄSTOWO	dev	2013	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2013	12
 254200080	LIDZBARK WARMIŃSKI	dev	2013	1
 254200080	LIDZBARK WARMIŃSKI	dev	2013	2
 254200080	LIDZBARK WARMIŃSKI	dev	2013	3
 254200080	LIDZBARK WARMIŃSKI	dev	2013	4
 254200080	LIDZBARK WARMIŃSKI	dev	2013	5
 254200080	LIDZBARK WARMIŃSKI	dev	2013	6
 254200080	LIDZBARK WARMIŃSKI	dev	2013	7
 254200080	LIDZBARK WARMIŃSKI	dev	2013	8
 254200080	LIDZBARK WARMIŃSKI	dev	2013	9
 254200080	LIDZBARK WARMIŃSKI	dev	2013	10
 254200080	LIDZBARK WARMIŃSKI	dev	2013	11
 254200080	LIDZBARK WARMIŃSKI	dev	2013	12
 249200490	MUSZYNA	dev	2014	1
 249200490	MUSZYNA	dev	2014	2
 249200490	MUSZYNA	dev	2014	3
 249200490	MUSZYNA	dev	2014	4
 249200490	MUSZYNA	dev	2014	5
 249200490	MUSZYNA	dev	2014	6
 249200490	MUSZYNA	dev	2014	7
 249200490	MUSZYNA	dev	2014	8
 249200490	MUSZYNA	dev	2014	9
 249200490	MUSZYNA	dev	2014	10
 249200490	MUSZYNA	dev	2014	11
 249200490	MUSZYNA	dev	2014	12
 249220150	SOLINA-JAWOR	dev	2014	1
 249220150	SOLINA-JAWOR	dev	2014	2
 249220150	SOLINA-JAWOR	dev	2014	3
 249220150	SOLINA-JAWOR	dev	2014	4
 249220150	SOLINA-JAWOR	dev	2014	5
 249220150	SOLINA-JAWOR	dev	2014	6
 249220150	SOLINA-JAWOR	dev	2014	7
 249220150	SOLINA-JAWOR	dev	2014	8
 249220150	SOLINA-JAWOR	dev	2014	9
 249220150	SOLINA-JAWOR	dev	2014	10
 249220150	SOLINA-JAWOR	dev	2014	11
 249220150	SOLINA-JAWOR	dev	2014	12
 253170210	CHRZĄSTOWO	dev	2014	1
 253170210	CHRZĄSTOWO	dev	2014	2
 253170210	CHRZĄSTOWO	dev	2014	3
 253170210	CHRZĄSTOWO	dev	2014	4
 253170210	CHRZĄSTOWO	dev	2014	5
 253170210	CHRZĄSTOWO	dev	2014	6
 253170210	CHRZĄSTOWO	dev	2014	7
 253170210	CHRZĄSTOWO	dev	2014	8
 253170210	CHRZĄSTOWO	dev	2014	9
 253170210	CHRZĄSTOWO	dev	2014	10
 253170210	CHRZĄSTOWO	dev	2014	11
 253170210	CHRZĄSTOWO	dev	2014	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2014	12
 254200080	LIDZBARK WARMIŃSKI	dev	2014	1
 254200080	LIDZBARK WARMIŃSKI	dev	2014	2
 254200080	LIDZBARK WARMIŃSKI	dev	2014	3
 254200080	LIDZBARK WARMIŃSKI	dev	2014	4
 254200080	LIDZBARK WARMIŃSKI	dev	2014	5
 254200080	LIDZBARK WARMIŃSKI	dev	2014	6
 254200080	LIDZBARK WARMIŃSKI	dev	2014	7
 254200080	LIDZBARK WARMIŃSKI	dev	2014	8
 254200080	LIDZBARK WARMIŃSKI	dev	2014	9
 254200080	LIDZBARK WARMIŃSKI	dev	2014	10
 254200080	LIDZBARK WARMIŃSKI	dev	2014	11
 254200080	LIDZBARK WARMIŃSKI	dev	2014	12
 249200490	MUSZYNA	dev	2015	1
 249200490	MUSZYNA	dev	2015	2
 249200490	MUSZYNA	dev	2015	3
 249200490	MUSZYNA	dev	2015	4
 249200490	MUSZYNA	dev	2015	5
 249200490	MUSZYNA	dev	2015	6
 249200490	MUSZYNA	dev	2015	7
 249200490	MUSZYNA	dev	2015	8
 249200490	MUSZYNA	dev	2015	9
 249200490	MUSZYNA	dev	2015	10
 249200490	MUSZYNA	dev	2015	11
 249200490	MUSZYNA	dev	2015	12
 249220150	SOLINA-JAWOR	dev	2015	1
 249220150	SOLINA-JAWOR	dev	2015	2
 249220150	SOLINA-JAWOR	dev	2015	3
 249220150	SOLINA-JAWOR	dev	2015	4
 249220150	SOLINA-JAWOR	dev	2015	5
 249220150	SOLINA-JAWOR	dev	2015	6
 249220150	SOLINA-JAWOR	dev	2015	7
 249220150	SOLINA-JAWOR	dev	2015	8
 249220150	SOLINA-JAWOR	dev	2015	9
 249220150	SOLINA-JAWOR	dev	2015	10
 249220150	SOLINA-JAWOR	dev	2015	11
 249220150	SOLINA-JAWOR	dev	2015	12
 253170210	CHRZĄSTOWO	dev	2015	1
 253170210	CHRZĄSTOWO	dev	2015	2
 253170210	CHRZĄSTOWO	dev	2015	3
 253170210	CHRZĄSTOWO	dev	2015	4
 253170210	CHRZĄSTOWO	dev	2015	5
 253170210	CHRZĄSTOWO	dev	2015	6
 253170210	CHRZĄSTOWO	dev	2015	7
 253170210	CHRZĄSTOWO	dev	2015	8
 253170210	CHRZĄSTOWO	dev	2015	9
 253170210	CHRZĄSTOWO	dev	2015	10
 253170210	CHRZĄSTOWO	dev	2015	11
 253170210	CHRZĄSTOWO	dev	2015	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2015	12
 254200080	LIDZBARK WARMIŃSKI	dev	2015	1
 254200080	LIDZBARK WARMIŃSKI	dev	2015	2
 254200080	LIDZBARK WARMIŃSKI	dev	2015	3
 254200080	LIDZBARK WARMIŃSKI	dev	2015	4
 254200080	LIDZBARK WARMIŃSKI	dev	2015	5
 254200080	LIDZBARK WARMIŃSKI	dev	2015	6
 254200080	LIDZBARK WARMIŃSKI	dev	2015	7
 254200080	LIDZBARK WARMIŃSKI	dev	2015	8
 254200080	LIDZBARK WARMIŃSKI	dev	2015	9
 254200080	LIDZBARK WARMIŃSKI	dev	2015	10
 254200080	LIDZBARK WARMIŃSKI	dev	2015	11
 254200080	LIDZBARK WARMIŃSKI	dev	2015	12
 249200490	MUSZYNA	dev	2016	1
 249200490	MUSZYNA	dev	2016	2
 249200490	MUSZYNA	dev	2016	3
 249200490	MUSZYNA	dev	2016	4
 249200490	MUSZYNA	dev	2016	5
 249200490	MUSZYNA	dev	2016	6
 249200490	MUSZYNA	dev	2016	7
 249200490	MUSZYNA	dev	2016	8
 249200490	MUSZYNA	dev	2016	9
 249200490	MUSZYNA	dev	2016	10
 249200490	MUSZYNA	dev	2016	11
 249200490	MUSZYNA	dev	2016	12
 249220150	SOLINA-JAWOR	dev	2016	1
 249220150	SOLINA-JAWOR	dev	2016	2
 249220150	SOLINA-JAWOR	dev	2016	3
 249220150	SOLINA-JAWOR	dev	2016	4
 249220150	SOLINA-JAWOR	dev	2016	5
 249220150	SOLINA-JAWOR	dev	2016	6
 249220150	SOLINA-JAWOR	dev	2016	7
 249220150	SOLINA-JAWOR	dev	2016	8
 249220150	SOLINA-JAWOR	dev	2016	9
 249220150	SOLINA-JAWOR	dev	2016	10
 249220150	SOLINA-JAWOR	dev	2016	11
 249220150	SOLINA-JAWOR	dev	2016	12
 253170210	CHRZĄSTOWO	dev	2016	1
 253170210	CHRZĄSTOWO	dev	2016	2
 253170210	CHRZĄSTOWO	dev	2016	3
 253170210	CHRZĄSTOWO	dev	2016	4
 253170210	CHRZĄSTOWO	dev	2016	5
 253170210	CHRZĄSTOWO	dev	2016	6
 253170210	CHRZĄSTOWO	dev	2016	7
 253170210	CHRZĄSTOWO	dev	2016	8
 253170210	CHRZĄSTOWO	dev	2016	9
 253170210	CHRZĄSTOWO	dev	2016	10
 253170210	CHRZĄSTOWO	dev	2016	11
 253170210	CHRZĄSTOWO	dev	2016	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2016	12
 254200080	LIDZBARK WARMIŃSKI	dev	2016	1
 254200080	LIDZBARK WARMIŃSKI	dev	2016	2
 254200080	LIDZBARK WARMIŃSKI	dev	2016	3
 254200080	LIDZBARK WARMIŃSKI	dev	2016	4
 254200080	LIDZBARK WARMIŃSKI	dev	2016	5
 254200080	LIDZBARK WARMIŃSKI	dev	2016	6
 254200080	LIDZBARK WARMIŃSKI	dev	2016	7
 254200080	LIDZBARK WARMIŃSKI	dev	2016	8
 254200080	LIDZBARK WARMIŃSKI	dev	2016	9
 254200080	LIDZBARK WARMIŃSKI	dev	2016	10
 254200080	LIDZBARK WARMIŃSKI	dev	2016	11
 254200080	LIDZBARK WARMIŃSKI	dev	2016	12
 249200490	MUSZYNA	dev	2017	1
 249200490	MUSZYNA	dev	2017	2
 249200490	MUSZYNA	dev	2017	3
 249200490	MUSZYNA	dev	2017	4
 249200490	MUSZYNA	dev	2017	5
 249200490	MUSZYNA	dev	2017	6
 249200490	MUSZYNA	dev	2017	7
 249200490	MUSZYNA	dev	2017	8
 249200490	MUSZYNA	dev	2017	9
 249200490	MUSZYNA	dev	2017	10
 249200490	MUSZYNA	dev	2017	11
 249200490	MUSZYNA	dev	2017	12
 249220150	SOLINA-JAWOR	dev	2017	1
 249220150	SOLINA-JAWOR	dev	2017	2
 249220150	SOLINA-JAWOR	dev	2017	3
 249220150	SOLINA-JAWOR	dev	2017	4
 249220150	SOLINA-JAWOR	dev	2017	5
 249220150	SOLINA-JAWOR	dev	2017	6
 249220150	SOLINA-JAWOR	dev	2017	7
 249220150	SOLINA-JAWOR	dev	2017	8
 249220150	SOLINA-JAWOR	dev	2017	9
 249220150	SOLINA-JAWOR	dev	2017	10
 249220150	SOLINA-JAWOR	dev	2017	11
 249220150	SOLINA-JAWOR	dev	2017	12
 253170210	CHRZĄSTOWO	dev	2017	1
 253170210	CHRZĄSTOWO	dev	2017	2
 253170210	CHRZĄSTOWO	dev	2017	3
 253170210	CHRZĄSTOWO	dev	2017	4
 253170210	CHRZĄSTOWO	dev	2017	5
 253170210	CHRZĄSTOWO	dev	2017	6
 253170210	CHRZĄSTOWO	dev	2017	7
 253170210	CHRZĄSTOWO	dev	2017	8
 253170210	CHRZĄSTOWO	dev	2017	9
 253170210	CHRZĄSTOWO	dev	2017	10
 253170210	CHRZĄSTOWO	dev	2017	11
 253170210	CHRZĄSTOWO	dev	2017	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2017	12
 254200080	LIDZBARK WARMIŃSKI	dev	2017	1
 254200080	LIDZBARK WARMIŃSKI	dev	2017	2
 254200080	LIDZBARK WARMIŃSKI	dev	2017	3
 254200080	LIDZBARK WARMIŃSKI	dev	2017	4
 254200080	LIDZBARK WARMIŃSKI	dev	2017	5
 254200080	LIDZBARK WARMIŃSKI	dev	2017	6
 254200080	LIDZBARK WARMIŃSKI	dev	2017	7
 254200080	LIDZBARK WARMIŃSKI	dev	2017	8
 254200080	LIDZBARK WARMIŃSKI	dev	2017	9
 254200080	LIDZBARK WARMIŃSKI	dev	2017	10
 254200080	LIDZBARK WARMIŃSKI	dev	2017	11
 254200080	LIDZBARK WARMIŃSKI	dev	2017	12
 249200490	MUSZYNA	dev	2018	1
 249200490	MUSZYNA	dev	2018	2
 249200490	MUSZYNA	dev	2018	3
 249200490	MUSZYNA	dev	2018	4
 249200490	MUSZYNA	dev	2018	5
 249200490	MUSZYNA	dev	2018	6
 249200490	MUSZYNA	dev	2018	7
 249200490	MUSZYNA	dev	2018	8
 249200490	MUSZYNA	dev	2018	9
 249200490	MUSZYNA	dev	2018	10
 249200490	MUSZYNA	dev	2018	11
 249200490	MUSZYNA	dev	2018	12
 249220150	SOLINA-JAWOR	dev	2018	1
 249220150	SOLINA-JAWOR	dev	2018	2
 249220150	SOLINA-JAWOR	dev	2018	3
 249220150	SOLINA-JAWOR	dev	2018	4
 249220150	SOLINA-JAWOR	dev	2018	5
 249220150	SOLINA-JAWOR	dev	2018	6
 249220150	SOLINA-JAWOR	dev	2018	7
 249220150	SOLINA-JAWOR	dev	2018	8
 249220150	SOLINA-JAWOR	dev	2018	9
 249220150	SOLINA-JAWOR	dev	2018	10
 249220150	SOLINA-JAWOR	dev	2018	11
 249220150	SOLINA-JAWOR	dev	2018	12
 253170210	CHRZĄSTOWO	dev	2018	1
 253170210	CHRZĄSTOWO	dev	2018	2
 253170210	CHRZĄSTOWO	dev	2018	3
 253170210	CHRZĄSTOWO	dev	2018	4
 253170210	CHRZĄSTOWO	dev	2018	5
 253170210	CHRZĄSTOWO	dev	2018	6
 253170210	CHRZĄSTOWO	dev	2018	7
 253170210	CHRZĄSTOWO	dev	2018	8
 253170210	CHRZĄSTOWO	dev	2018	9
 253170210	CHRZĄSTOWO	dev	2018	10
 253170210	CHRZĄSTOWO	dev	2018	11
 253170210	CHRZĄSTOWO	dev	2018	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2018	12
 254200080	LIDZBARK WARMIŃSKI	dev	2018	1
 254200080	LIDZBARK WARMIŃSKI	dev	2018	2
 254200080	LIDZBARK WARMIŃSKI	dev	2018	3
 254200080	LIDZBARK WARMIŃSKI	dev	2018	4
 254200080	LIDZBARK WARMIŃSKI	dev	2018	5
 254200080	LIDZBARK WARMIŃSKI	dev	2018	6
 254200080	LIDZBARK WARMIŃSKI	dev	2018	7
 254200080	LIDZBARK WARMIŃSKI	dev	2018	8
 254200080	LIDZBARK WARMIŃSKI	dev	2018	9
 254200080	LIDZBARK WARMIŃSKI	dev	2018	10
 254200080	LIDZBARK WARMIŃSKI	dev	2018	11
 254200080	LIDZBARK WARMIŃSKI	dev	2018	12
 249200490	MUSZYNA	dev	2019	1
 249200490	MUSZYNA	dev	2019	2
 249200490	MUSZYNA	dev	2019	3
 249200490	MUSZYNA	dev	2019	4
 249200490	MUSZYNA	dev	2019	5
 249200490	MUSZYNA	dev	2019	6
 249200490	MUSZYNA	dev	2019	7
 249200490	MUSZYNA	dev	2019	8
 249200490	MUSZYNA	dev	2019	9
 249200490	MUSZYNA	dev	2019	10
 249200490	MUSZYNA	dev	2019	11
 249200490	MUSZYNA	dev	2019	12
 249220150	SOLINA-JAWOR	dev	2019	1
 249220150	SOLINA-JAWOR	dev	2019	2
 249220150	SOLINA-JAWOR	dev	2019	3
 249220150	SOLINA-JAWOR	dev	2019	4
 249220150	SOLINA-JAWOR	dev	2019	5
 249220150	SOLINA-JAWOR	dev	2019	6
 249220150	SOLINA-JAWOR	dev	2019	7
 249220150	SOLINA-JAWOR	dev	2019	8
 249220150	SOLINA-JAWOR	dev	2019	9
 249220150	SOLINA-JAWOR	dev	2019	10
 249220150	SOLINA-JAWOR	dev	2019	11
 249220150	SOLINA-JAWOR	dev	2019	12
 253170210	CHRZĄSTOWO	dev	2019	1
 253170210	CHRZĄSTOWO	dev	2019	2
 253170210	CHRZĄSTOWO	dev	2019	3
 253170210	CHRZĄSTOWO	dev	2019	4
 253170210	CHRZĄSTOWO	dev	2019	5
 253170210	CHRZĄSTOWO	dev	2019	6
 253170210	CHRZĄSTOWO	dev	2019	7
 253170210	CHRZĄSTOWO	dev	2019	8
 253170210	CHRZĄSTOWO	dev	2019	9
 253170210	CHRZĄSTOWO	dev	2019	10
 253170210	CHRZĄSTOWO	dev	2019	11
 253170210	CHRZĄSTOWO	dev	2019	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2019	12
 254200080	LIDZBARK WARMIŃSKI	dev	2019	1
 254200080	LIDZBARK WARMIŃSKI	dev	2019	2
 254200080	LIDZBARK WARMIŃSKI	dev	2019	3
 254200080	LIDZBARK WARMIŃSKI	dev	2019	4
 254200080	LIDZBARK WARMIŃSKI	dev	2019	5
 254200080	LIDZBARK WARMIŃSKI	dev	2019	6
 254200080	LIDZBARK WARMIŃSKI	dev	2019	7
 254200080	LIDZBARK WARMIŃSKI	dev	2019	8
 254200080	LIDZBARK WARMIŃSKI	dev	2019	9
 254200080	LIDZBARK WARMIŃSKI	dev	2019	10
 254200080	LIDZBARK WARMIŃSKI	dev	2019	11
 254200080	LIDZBARK WARMIŃSKI	dev	2019	12
 249200490	MUSZYNA	dev	2020	1
 249200490	MUSZYNA	dev	2020	2
 249200490	MUSZYNA	dev	2020	3
 249200490	MUSZYNA	dev	2020	4
 249200490	MUSZYNA	dev	2020	5
 249200490	MUSZYNA	dev	2020	6
 249200490	MUSZYNA	dev	2020	7
 249200490	MUSZYNA	dev	2020	8
 249200490	MUSZYNA	dev	2020	9
 249200490	MUSZYNA	dev	2020	10
 249200490	MUSZYNA	dev	2020	11
 249200490	MUSZYNA	dev	2020	12
 249220150	SOLINA-JAWOR	dev	2020	1
 249220150	SOLINA-JAWOR	dev	2020	2
 249220150	SOLINA-JAWOR	dev	2020	3
 249220150	SOLINA-JAWOR	dev	2020	4
 249220150	SOLINA-JAWOR	dev	2020	5
 249220150	SOLINA-JAWOR	dev	2020	6
 249220150	SOLINA-JAWOR	dev	2020	7
 249220150	SOLINA-JAWOR	dev	2020	8
 249220150	SOLINA-JAWOR	dev	2020	9
 249220150	SOLINA-JAWOR	dev	2020	10
 249220150	SOLINA-JAWOR	dev	2020	11
 249220150	SOLINA-JAWOR	dev	2020	12
 253170210	CHRZĄSTOWO	dev	2020	1
 253170210	CHRZĄSTOWO	dev	2020	2
 253170210	CHRZĄSTOWO	dev	2020	3
 253170210	CHRZĄSTOWO	dev	2020	4
 253170210	CHRZĄSTOWO	dev	2020	5
 253170210	CHRZĄSTOWO	dev	2020	6
 253170210	CHRZĄSTOWO	dev	2020	7
 253170210	CHRZĄSTOWO	dev	2020	8
 253170210	CHRZĄSTOWO	dev	2020	9
 253170210	CHRZĄSTOWO	dev	2020	10
 253170210	CHRZĄSTOWO	dev	2020	11
 253170210	CHRZĄSTOWO	dev	2020	12
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	1
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	2
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	3
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	4
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	5
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	6
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	7
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	8
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	9
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	10
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	11
 253220070	BIEBRZA-PIEŃCZYKÓWEK	dev	2020	12
 254200080	LIDZBARK WARMIŃSKI	dev	2020	1
 254200080	LIDZBARK WARMIŃSKI	dev	2020	2
 254200080	LIDZBARK WARMIŃSKI	dev	2020	3
 254200080	LIDZBARK WARMIŃSKI	dev	2020	4
 254200080	LIDZBARK WARMIŃSKI	dev	2020	5
 254200080	LIDZBARK WARMIŃSKI	dev	2020	6
 254200080	LIDZBARK WARMIŃSKI	dev	2020	7
 254200080	LIDZBARK WARMIŃSKI	dev	2020	8
 254200080	LIDZBARK WARMIŃSKI	dev	2020	9
 254200080	LIDZBARK WARMIŃSKI	dev	2020	10
 254200080	LIDZBARK WARMIŃSKI	dev	2020	11
 254200080	LIDZBARK WARMIŃSKI	dev	2020	12
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
--- a/in-header.tsv
+++ b/in-header.tsv
@ -0,0 +1 @@
 id_stacji	nazwa_stacji	typ_zbioru	rok	miesiąc
--- a/out-header.tsv
+++ b/out-header.tsv
@ -0,0 +1 @@
 suma_opadów
--- a/solution.ipynb
+++ b/solution.ipynb
--- a/test-A/in.tsv
+++ b/test-A/in.tsv
@ -0,0 +1,720 @@
 249200370	KROŚCIENKO	test	2011	1
 249200370	KROŚCIENKO	test	2011	2
 249200370	KROŚCIENKO	test	2011	3
 249200370	KROŚCIENKO	test	2011	4
 249200370	KROŚCIENKO	test	2011	5
 249200370	KROŚCIENKO	test	2011	6
 249200370	KROŚCIENKO	test	2011	7
 249200370	KROŚCIENKO	test	2011	8
 249200370	KROŚCIENKO	test	2011	9
 249200370	KROŚCIENKO	test	2011	10
 249200370	KROŚCIENKO	test	2011	11
 249200370	KROŚCIENKO	test	2011	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2011	12
 251170090	SMOLICE	test	2011	1
 251170090	SMOLICE	test	2011	2
 251170090	SMOLICE	test	2011	3
 251170090	SMOLICE	test	2011	4
 251170090	SMOLICE	test	2011	5
 251170090	SMOLICE	test	2011	6
 251170090	SMOLICE	test	2011	7
 251170090	SMOLICE	test	2011	8
 251170090	SMOLICE	test	2011	9
 251170090	SMOLICE	test	2011	10
 251170090	SMOLICE	test	2011	11
 251170090	SMOLICE	test	2011	12
 252150120	GORZYŃ	test	2011	1
 252150120	GORZYŃ	test	2011	2
 252150120	GORZYŃ	test	2011	3
 252150120	GORZYŃ	test	2011	4
 252150120	GORZYŃ	test	2011	5
 252150120	GORZYŃ	test	2011	6
 252150120	GORZYŃ	test	2011	7
 252150120	GORZYŃ	test	2011	8
 252150120	GORZYŃ	test	2011	9
 252150120	GORZYŃ	test	2011	10
 252150120	GORZYŃ	test	2011	11
 252150120	GORZYŃ	test	2011	12
 252160230	WIELICHOWO	test	2011	1
 252160230	WIELICHOWO	test	2011	2
 252160230	WIELICHOWO	test	2011	3
 252160230	WIELICHOWO	test	2011	4
 252160230	WIELICHOWO	test	2011	5
 252160230	WIELICHOWO	test	2011	6
 252160230	WIELICHOWO	test	2011	7
 252160230	WIELICHOWO	test	2011	8
 252160230	WIELICHOWO	test	2011	9
 252160230	WIELICHOWO	test	2011	10
 252160230	WIELICHOWO	test	2011	11
 252160230	WIELICHOWO	test	2011	12
 252230120	BIAŁOWIEŻA	test	2011	1
 252230120	BIAŁOWIEŻA	test	2011	2
 252230120	BIAŁOWIEŻA	test	2011	3
 252230120	BIAŁOWIEŻA	test	2011	4
 252230120	BIAŁOWIEŻA	test	2011	5
 252230120	BIAŁOWIEŻA	test	2011	6
 252230120	BIAŁOWIEŻA	test	2011	7
 252230120	BIAŁOWIEŻA	test	2011	8
 252230120	BIAŁOWIEŻA	test	2011	9
 252230120	BIAŁOWIEŻA	test	2011	10
 252230120	BIAŁOWIEŻA	test	2011	11
 252230120	BIAŁOWIEŻA	test	2011	12
 249200370	KROŚCIENKO	test	2012	1
 249200370	KROŚCIENKO	test	2012	2
 249200370	KROŚCIENKO	test	2012	3
 249200370	KROŚCIENKO	test	2012	4
 249200370	KROŚCIENKO	test	2012	5
 249200370	KROŚCIENKO	test	2012	6
 249200370	KROŚCIENKO	test	2012	7
 249200370	KROŚCIENKO	test	2012	8
 249200370	KROŚCIENKO	test	2012	9
 249200370	KROŚCIENKO	test	2012	10
 249200370	KROŚCIENKO	test	2012	11
 249200370	KROŚCIENKO	test	2012	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2012	12
 251170090	SMOLICE	test	2012	1
 251170090	SMOLICE	test	2012	2
 251170090	SMOLICE	test	2012	3
 251170090	SMOLICE	test	2012	4
 251170090	SMOLICE	test	2012	5
 251170090	SMOLICE	test	2012	6
 251170090	SMOLICE	test	2012	7
 251170090	SMOLICE	test	2012	8
 251170090	SMOLICE	test	2012	9
 251170090	SMOLICE	test	2012	10
 251170090	SMOLICE	test	2012	11
 251170090	SMOLICE	test	2012	12
 252150120	GORZYŃ	test	2012	1
 252150120	GORZYŃ	test	2012	2
 252150120	GORZYŃ	test	2012	3
 252150120	GORZYŃ	test	2012	4
 252150120	GORZYŃ	test	2012	5
 252150120	GORZYŃ	test	2012	6
 252150120	GORZYŃ	test	2012	7
 252150120	GORZYŃ	test	2012	8
 252150120	GORZYŃ	test	2012	9
 252150120	GORZYŃ	test	2012	10
 252150120	GORZYŃ	test	2012	11
 252150120	GORZYŃ	test	2012	12
 252160230	WIELICHOWO	test	2012	1
 252160230	WIELICHOWO	test	2012	2
 252160230	WIELICHOWO	test	2012	3
 252160230	WIELICHOWO	test	2012	4
 252160230	WIELICHOWO	test	2012	5
 252160230	WIELICHOWO	test	2012	6
 252160230	WIELICHOWO	test	2012	7
 252160230	WIELICHOWO	test	2012	8
 252160230	WIELICHOWO	test	2012	9
 252160230	WIELICHOWO	test	2012	10
 252160230	WIELICHOWO	test	2012	11
 252160230	WIELICHOWO	test	2012	12
 252230120	BIAŁOWIEŻA	test	2012	1
 252230120	BIAŁOWIEŻA	test	2012	2
 252230120	BIAŁOWIEŻA	test	2012	3
 252230120	BIAŁOWIEŻA	test	2012	4
 252230120	BIAŁOWIEŻA	test	2012	5
 252230120	BIAŁOWIEŻA	test	2012	6
 252230120	BIAŁOWIEŻA	test	2012	7
 252230120	BIAŁOWIEŻA	test	2012	8
 252230120	BIAŁOWIEŻA	test	2012	9
 252230120	BIAŁOWIEŻA	test	2012	10
 252230120	BIAŁOWIEŻA	test	2012	11
 252230120	BIAŁOWIEŻA	test	2012	12
 249200370	KROŚCIENKO	test	2013	1
 249200370	KROŚCIENKO	test	2013	2
 249200370	KROŚCIENKO	test	2013	3
 249200370	KROŚCIENKO	test	2013	4
 249200370	KROŚCIENKO	test	2013	5
 249200370	KROŚCIENKO	test	2013	6
 249200370	KROŚCIENKO	test	2013	7
 249200370	KROŚCIENKO	test	2013	8
 249200370	KROŚCIENKO	test	2013	9
 249200370	KROŚCIENKO	test	2013	10
 249200370	KROŚCIENKO	test	2013	11
 249200370	KROŚCIENKO	test	2013	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2013	12
 251170090	SMOLICE	test	2013	1
 251170090	SMOLICE	test	2013	2
 251170090	SMOLICE	test	2013	3
 251170090	SMOLICE	test	2013	4
 251170090	SMOLICE	test	2013	5
 251170090	SMOLICE	test	2013	6
 251170090	SMOLICE	test	2013	7
 251170090	SMOLICE	test	2013	8
 251170090	SMOLICE	test	2013	9
 251170090	SMOLICE	test	2013	10
 251170090	SMOLICE	test	2013	11
 251170090	SMOLICE	test	2013	12
 252150120	GORZYŃ	test	2013	1
 252150120	GORZYŃ	test	2013	2
 252150120	GORZYŃ	test	2013	3
 252150120	GORZYŃ	test	2013	4
 252150120	GORZYŃ	test	2013	5
 252150120	GORZYŃ	test	2013	6
 252150120	GORZYŃ	test	2013	7
 252150120	GORZYŃ	test	2013	8
 252150120	GORZYŃ	test	2013	9
 252150120	GORZYŃ	test	2013	10
 252150120	GORZYŃ	test	2013	11
 252150120	GORZYŃ	test	2013	12
 252160230	WIELICHOWO	test	2013	1
 252160230	WIELICHOWO	test	2013	2
 252160230	WIELICHOWO	test	2013	3
 252160230	WIELICHOWO	test	2013	4
 252160230	WIELICHOWO	test	2013	5
 252160230	WIELICHOWO	test	2013	6
 252160230	WIELICHOWO	test	2013	7
 252160230	WIELICHOWO	test	2013	8
 252160230	WIELICHOWO	test	2013	9
 252160230	WIELICHOWO	test	2013	10
 252160230	WIELICHOWO	test	2013	11
 252160230	WIELICHOWO	test	2013	12
 252230120	BIAŁOWIEŻA	test	2013	1
 252230120	BIAŁOWIEŻA	test	2013	2
 252230120	BIAŁOWIEŻA	test	2013	3
 252230120	BIAŁOWIEŻA	test	2013	4
 252230120	BIAŁOWIEŻA	test	2013	5
 252230120	BIAŁOWIEŻA	test	2013	6
 252230120	BIAŁOWIEŻA	test	2013	7
 252230120	BIAŁOWIEŻA	test	2013	8
 252230120	BIAŁOWIEŻA	test	2013	9
 252230120	BIAŁOWIEŻA	test	2013	10
 252230120	BIAŁOWIEŻA	test	2013	11
 252230120	BIAŁOWIEŻA	test	2013	12
 249200370	KROŚCIENKO	test	2014	1
 249200370	KROŚCIENKO	test	2014	2
 249200370	KROŚCIENKO	test	2014	3
 249200370	KROŚCIENKO	test	2014	4
 249200370	KROŚCIENKO	test	2014	5
 249200370	KROŚCIENKO	test	2014	6
 249200370	KROŚCIENKO	test	2014	7
 249200370	KROŚCIENKO	test	2014	8
 249200370	KROŚCIENKO	test	2014	9
 249200370	KROŚCIENKO	test	2014	10
 249200370	KROŚCIENKO	test	2014	11
 249200370	KROŚCIENKO	test	2014	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2014	12
 251170090	SMOLICE	test	2014	1
 251170090	SMOLICE	test	2014	2
 251170090	SMOLICE	test	2014	3
 251170090	SMOLICE	test	2014	4
 251170090	SMOLICE	test	2014	5
 251170090	SMOLICE	test	2014	6
 251170090	SMOLICE	test	2014	7
 251170090	SMOLICE	test	2014	8
 251170090	SMOLICE	test	2014	9
 251170090	SMOLICE	test	2014	10
 251170090	SMOLICE	test	2014	11
 251170090	SMOLICE	test	2014	12
 252150120	GORZYŃ	test	2014	1
 252150120	GORZYŃ	test	2014	2
 252150120	GORZYŃ	test	2014	3
 252150120	GORZYŃ	test	2014	4
 252150120	GORZYŃ	test	2014	5
 252150120	GORZYŃ	test	2014	6
 252150120	GORZYŃ	test	2014	7
 252150120	GORZYŃ	test	2014	8
 252150120	GORZYŃ	test	2014	9
 252150120	GORZYŃ	test	2014	10
 252150120	GORZYŃ	test	2014	11
 252150120	GORZYŃ	test	2014	12
 252160230	WIELICHOWO	test	2014	1
 252160230	WIELICHOWO	test	2014	2
 252160230	WIELICHOWO	test	2014	3
 252160230	WIELICHOWO	test	2014	4
 252160230	WIELICHOWO	test	2014	5
 252160230	WIELICHOWO	test	2014	6
 252160230	WIELICHOWO	test	2014	7
 252160230	WIELICHOWO	test	2014	8
 252160230	WIELICHOWO	test	2014	9
 252160230	WIELICHOWO	test	2014	10
 252160230	WIELICHOWO	test	2014	11
 252160230	WIELICHOWO	test	2014	12
 252230120	BIAŁOWIEŻA	test	2014	1
 252230120	BIAŁOWIEŻA	test	2014	2
 252230120	BIAŁOWIEŻA	test	2014	3
 252230120	BIAŁOWIEŻA	test	2014	4
 252230120	BIAŁOWIEŻA	test	2014	5
 252230120	BIAŁOWIEŻA	test	2014	6
 252230120	BIAŁOWIEŻA	test	2014	7
 252230120	BIAŁOWIEŻA	test	2014	8
 252230120	BIAŁOWIEŻA	test	2014	9
 252230120	BIAŁOWIEŻA	test	2014	10
 252230120	BIAŁOWIEŻA	test	2014	11
 252230120	BIAŁOWIEŻA	test	2014	12
 249200370	KROŚCIENKO	test	2015	1
 249200370	KROŚCIENKO	test	2015	2
 249200370	KROŚCIENKO	test	2015	3
 249200370	KROŚCIENKO	test	2015	4
 249200370	KROŚCIENKO	test	2015	5
 249200370	KROŚCIENKO	test	2015	6
 249200370	KROŚCIENKO	test	2015	7
 249200370	KROŚCIENKO	test	2015	8
 249200370	KROŚCIENKO	test	2015	9
 249200370	KROŚCIENKO	test	2015	10
 249200370	KROŚCIENKO	test	2015	11
 249200370	KROŚCIENKO	test	2015	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2015	12
 251170090	SMOLICE	test	2015	1
 251170090	SMOLICE	test	2015	2
 251170090	SMOLICE	test	2015	3
 251170090	SMOLICE	test	2015	4
 251170090	SMOLICE	test	2015	5
 251170090	SMOLICE	test	2015	6
 251170090	SMOLICE	test	2015	7
 251170090	SMOLICE	test	2015	8
 251170090	SMOLICE	test	2015	9
 251170090	SMOLICE	test	2015	10
 251170090	SMOLICE	test	2015	11
 251170090	SMOLICE	test	2015	12
 252150120	GORZYŃ	test	2015	1
 252150120	GORZYŃ	test	2015	2
 252150120	GORZYŃ	test	2015	3
 252150120	GORZYŃ	test	2015	4
 252150120	GORZYŃ	test	2015	5
 252150120	GORZYŃ	test	2015	6
 252150120	GORZYŃ	test	2015	7
 252150120	GORZYŃ	test	2015	8
 252150120	GORZYŃ	test	2015	9
 252150120	GORZYŃ	test	2015	10
 252150120	GORZYŃ	test	2015	11
 252150120	GORZYŃ	test	2015	12
 252160230	WIELICHOWO	test	2015	1
 252160230	WIELICHOWO	test	2015	2
 252160230	WIELICHOWO	test	2015	3
 252160230	WIELICHOWO	test	2015	4
 252160230	WIELICHOWO	test	2015	5
 252160230	WIELICHOWO	test	2015	6
 252160230	WIELICHOWO	test	2015	7
 252160230	WIELICHOWO	test	2015	8
 252160230	WIELICHOWO	test	2015	9
 252160230	WIELICHOWO	test	2015	10
 252160230	WIELICHOWO	test	2015	11
 252160230	WIELICHOWO	test	2015	12
 252230120	BIAŁOWIEŻA	test	2015	1
 252230120	BIAŁOWIEŻA	test	2015	2
 252230120	BIAŁOWIEŻA	test	2015	3
 252230120	BIAŁOWIEŻA	test	2015	4
 252230120	BIAŁOWIEŻA	test	2015	5
 252230120	BIAŁOWIEŻA	test	2015	6
 252230120	BIAŁOWIEŻA	test	2015	7
 252230120	BIAŁOWIEŻA	test	2015	8
 252230120	BIAŁOWIEŻA	test	2015	9
 252230120	BIAŁOWIEŻA	test	2015	10
 252230120	BIAŁOWIEŻA	test	2015	11
 252230120	BIAŁOWIEŻA	test	2015	12
 249200370	KROŚCIENKO	test	2016	1
 249200370	KROŚCIENKO	test	2016	2
 249200370	KROŚCIENKO	test	2016	3
 249200370	KROŚCIENKO	test	2016	4
 249200370	KROŚCIENKO	test	2016	5
 249200370	KROŚCIENKO	test	2016	6
 249200370	KROŚCIENKO	test	2016	7
 249200370	KROŚCIENKO	test	2016	8
 249200370	KROŚCIENKO	test	2016	9
 249200370	KROŚCIENKO	test	2016	10
 249200370	KROŚCIENKO	test	2016	11
 249200370	KROŚCIENKO	test	2016	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2016	12
 251170090	SMOLICE	test	2016	1
 251170090	SMOLICE	test	2016	2
 251170090	SMOLICE	test	2016	3
 251170090	SMOLICE	test	2016	4
 251170090	SMOLICE	test	2016	5
 251170090	SMOLICE	test	2016	6
 251170090	SMOLICE	test	2016	7
 251170090	SMOLICE	test	2016	8
 251170090	SMOLICE	test	2016	9
 251170090	SMOLICE	test	2016	10
 251170090	SMOLICE	test	2016	11
 251170090	SMOLICE	test	2016	12
 252150120	GORZYŃ	test	2016	1
 252150120	GORZYŃ	test	2016	2
 252150120	GORZYŃ	test	2016	3
 252150120	GORZYŃ	test	2016	4
 252150120	GORZYŃ	test	2016	5
 252150120	GORZYŃ	test	2016	6
 252150120	GORZYŃ	test	2016	7
 252150120	GORZYŃ	test	2016	8
 252150120	GORZYŃ	test	2016	9
 252150120	GORZYŃ	test	2016	10
 252150120	GORZYŃ	test	2016	11
 252150120	GORZYŃ	test	2016	12
 252160230	WIELICHOWO	test	2016	1
 252160230	WIELICHOWO	test	2016	2
 252160230	WIELICHOWO	test	2016	3
 252160230	WIELICHOWO	test	2016	4
 252160230	WIELICHOWO	test	2016	5
 252160230	WIELICHOWO	test	2016	6
 252160230	WIELICHOWO	test	2016	7
 252160230	WIELICHOWO	test	2016	8
 252160230	WIELICHOWO	test	2016	9
 252160230	WIELICHOWO	test	2016	10
 252160230	WIELICHOWO	test	2016	11
 252160230	WIELICHOWO	test	2016	12
 252230120	BIAŁOWIEŻA	test	2016	1
 252230120	BIAŁOWIEŻA	test	2016	2
 252230120	BIAŁOWIEŻA	test	2016	3
 252230120	BIAŁOWIEŻA	test	2016	4
 252230120	BIAŁOWIEŻA	test	2016	5
 252230120	BIAŁOWIEŻA	test	2016	6
 252230120	BIAŁOWIEŻA	test	2016	7
 252230120	BIAŁOWIEŻA	test	2016	8
 252230120	BIAŁOWIEŻA	test	2016	9
 252230120	BIAŁOWIEŻA	test	2016	10
 252230120	BIAŁOWIEŻA	test	2016	11
 252230120	BIAŁOWIEŻA	test	2016	12
 249200370	KROŚCIENKO	test	2017	1
 249200370	KROŚCIENKO	test	2017	2
 249200370	KROŚCIENKO	test	2017	3
 249200370	KROŚCIENKO	test	2017	4
 249200370	KROŚCIENKO	test	2017	5
 249200370	KROŚCIENKO	test	2017	6
 249200370	KROŚCIENKO	test	2017	7
 249200370	KROŚCIENKO	test	2017	8
 249200370	KROŚCIENKO	test	2017	9
 249200370	KROŚCIENKO	test	2017	10
 249200370	KROŚCIENKO	test	2017	11
 249200370	KROŚCIENKO	test	2017	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2017	12
 251170090	SMOLICE	test	2017	1
 251170090	SMOLICE	test	2017	2
 251170090	SMOLICE	test	2017	3
 251170090	SMOLICE	test	2017	4
 251170090	SMOLICE	test	2017	5
 251170090	SMOLICE	test	2017	6
 251170090	SMOLICE	test	2017	7
 251170090	SMOLICE	test	2017	8
 251170090	SMOLICE	test	2017	9
 251170090	SMOLICE	test	2017	10
 251170090	SMOLICE	test	2017	11
 251170090	SMOLICE	test	2017	12
 252150120	GORZYŃ	test	2017	1
 252150120	GORZYŃ	test	2017	2
 252150120	GORZYŃ	test	2017	3
 252150120	GORZYŃ	test	2017	4
 252150120	GORZYŃ	test	2017	5
 252150120	GORZYŃ	test	2017	6
 252150120	GORZYŃ	test	2017	7
 252150120	GORZYŃ	test	2017	8
 252150120	GORZYŃ	test	2017	9
 252150120	GORZYŃ	test	2017	10
 252150120	GORZYŃ	test	2017	11
 252150120	GORZYŃ	test	2017	12
 252160230	WIELICHOWO	test	2017	1
 252160230	WIELICHOWO	test	2017	2
 252160230	WIELICHOWO	test	2017	3
 252160230	WIELICHOWO	test	2017	4
 252160230	WIELICHOWO	test	2017	5
 252160230	WIELICHOWO	test	2017	6
 252160230	WIELICHOWO	test	2017	7
 252160230	WIELICHOWO	test	2017	8
 252160230	WIELICHOWO	test	2017	9
 252160230	WIELICHOWO	test	2017	10
 252160230	WIELICHOWO	test	2017	11
 252160230	WIELICHOWO	test	2017	12
 252230120	BIAŁOWIEŻA	test	2017	1
 252230120	BIAŁOWIEŻA	test	2017	2
 252230120	BIAŁOWIEŻA	test	2017	3
 252230120	BIAŁOWIEŻA	test	2017	4
 252230120	BIAŁOWIEŻA	test	2017	5
 252230120	BIAŁOWIEŻA	test	2017	6
 252230120	BIAŁOWIEŻA	test	2017	7
 252230120	BIAŁOWIEŻA	test	2017	8
 252230120	BIAŁOWIEŻA	test	2017	9
 252230120	BIAŁOWIEŻA	test	2017	10
 252230120	BIAŁOWIEŻA	test	2017	11
 252230120	BIAŁOWIEŻA	test	2017	12
 249200370	KROŚCIENKO	test	2018	1
 249200370	KROŚCIENKO	test	2018	2
 249200370	KROŚCIENKO	test	2018	3
 249200370	KROŚCIENKO	test	2018	4
 249200370	KROŚCIENKO	test	2018	5
 249200370	KROŚCIENKO	test	2018	6
 249200370	KROŚCIENKO	test	2018	7
 249200370	KROŚCIENKO	test	2018	8
 249200370	KROŚCIENKO	test	2018	9
 249200370	KROŚCIENKO	test	2018	10
 249200370	KROŚCIENKO	test	2018	11
 249200370	KROŚCIENKO	test	2018	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2018	12
 251170090	SMOLICE	test	2018	1
 251170090	SMOLICE	test	2018	2
 251170090	SMOLICE	test	2018	3
 251170090	SMOLICE	test	2018	4
 251170090	SMOLICE	test	2018	5
 251170090	SMOLICE	test	2018	6
 251170090	SMOLICE	test	2018	7
 251170090	SMOLICE	test	2018	8
 251170090	SMOLICE	test	2018	9
 251170090	SMOLICE	test	2018	10
 251170090	SMOLICE	test	2018	11
 251170090	SMOLICE	test	2018	12
 252150120	GORZYŃ	test	2018	1
 252150120	GORZYŃ	test	2018	2
 252150120	GORZYŃ	test	2018	3
 252150120	GORZYŃ	test	2018	4
 252150120	GORZYŃ	test	2018	5
 252150120	GORZYŃ	test	2018	6
 252150120	GORZYŃ	test	2018	7
 252150120	GORZYŃ	test	2018	8
 252150120	GORZYŃ	test	2018	9
 252150120	GORZYŃ	test	2018	10
 252150120	GORZYŃ	test	2018	11
 252150120	GORZYŃ	test	2018	12
 252160230	WIELICHOWO	test	2018	1
 252160230	WIELICHOWO	test	2018	2
 252160230	WIELICHOWO	test	2018	3
 252160230	WIELICHOWO	test	2018	4
 252160230	WIELICHOWO	test	2018	5
 252160230	WIELICHOWO	test	2018	6
 252160230	WIELICHOWO	test	2018	7
 252160230	WIELICHOWO	test	2018	8
 252160230	WIELICHOWO	test	2018	9
 252160230	WIELICHOWO	test	2018	10
 252160230	WIELICHOWO	test	2018	11
 252160230	WIELICHOWO	test	2018	12
 252230120	BIAŁOWIEŻA	test	2018	1
 252230120	BIAŁOWIEŻA	test	2018	2
 252230120	BIAŁOWIEŻA	test	2018	3
 252230120	BIAŁOWIEŻA	test	2018	4
 252230120	BIAŁOWIEŻA	test	2018	5
 252230120	BIAŁOWIEŻA	test	2018	6
 252230120	BIAŁOWIEŻA	test	2018	7
 252230120	BIAŁOWIEŻA	test	2018	8
 252230120	BIAŁOWIEŻA	test	2018	9
 252230120	BIAŁOWIEŻA	test	2018	10
 252230120	BIAŁOWIEŻA	test	2018	11
 252230120	BIAŁOWIEŻA	test	2018	12
 249200370	KROŚCIENKO	test	2019	1
 249200370	KROŚCIENKO	test	2019	2
 249200370	KROŚCIENKO	test	2019	3
 249200370	KROŚCIENKO	test	2019	4
 249200370	KROŚCIENKO	test	2019	5
 249200370	KROŚCIENKO	test	2019	6
 249200370	KROŚCIENKO	test	2019	7
 249200370	KROŚCIENKO	test	2019	8
 249200370	KROŚCIENKO	test	2019	9
 249200370	KROŚCIENKO	test	2019	10
 249200370	KROŚCIENKO	test	2019	11
 249200370	KROŚCIENKO	test	2019	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2019	12
 251170090	SMOLICE	test	2019	1
 251170090	SMOLICE	test	2019	2
 251170090	SMOLICE	test	2019	3
 251170090	SMOLICE	test	2019	4
 251170090	SMOLICE	test	2019	5
 251170090	SMOLICE	test	2019	6
 251170090	SMOLICE	test	2019	7
 251170090	SMOLICE	test	2019	8
 251170090	SMOLICE	test	2019	9
 251170090	SMOLICE	test	2019	10
 251170090	SMOLICE	test	2019	11
 251170090	SMOLICE	test	2019	12
 252150120	GORZYŃ	test	2019	1
 252150120	GORZYŃ	test	2019	2
 252150120	GORZYŃ	test	2019	3
 252150120	GORZYŃ	test	2019	4
 252150120	GORZYŃ	test	2019	5
 252150120	GORZYŃ	test	2019	6
 252150120	GORZYŃ	test	2019	7
 252150120	GORZYŃ	test	2019	8
 252150120	GORZYŃ	test	2019	9
 252150120	GORZYŃ	test	2019	10
 252150120	GORZYŃ	test	2019	11
 252150120	GORZYŃ	test	2019	12
 252160230	WIELICHOWO	test	2019	1
 252160230	WIELICHOWO	test	2019	2
 252160230	WIELICHOWO	test	2019	3
 252160230	WIELICHOWO	test	2019	4
 252160230	WIELICHOWO	test	2019	5
 252160230	WIELICHOWO	test	2019	6
 252160230	WIELICHOWO	test	2019	7
 252160230	WIELICHOWO	test	2019	8
 252160230	WIELICHOWO	test	2019	9
 252160230	WIELICHOWO	test	2019	10
 252160230	WIELICHOWO	test	2019	11
 252160230	WIELICHOWO	test	2019	12
 252230120	BIAŁOWIEŻA	test	2019	1
 252230120	BIAŁOWIEŻA	test	2019	2
 252230120	BIAŁOWIEŻA	test	2019	3
 252230120	BIAŁOWIEŻA	test	2019	4
 252230120	BIAŁOWIEŻA	test	2019	5
 252230120	BIAŁOWIEŻA	test	2019	6
 252230120	BIAŁOWIEŻA	test	2019	7
 252230120	BIAŁOWIEŻA	test	2019	8
 252230120	BIAŁOWIEŻA	test	2019	9
 252230120	BIAŁOWIEŻA	test	2019	10
 252230120	BIAŁOWIEŻA	test	2019	11
 252230120	BIAŁOWIEŻA	test	2019	12
 249200370	KROŚCIENKO	test	2020	1
 249200370	KROŚCIENKO	test	2020	2
 249200370	KROŚCIENKO	test	2020	3
 249200370	KROŚCIENKO	test	2020	4
 249200370	KROŚCIENKO	test	2020	5
 249200370	KROŚCIENKO	test	2020	6
 249200370	KROŚCIENKO	test	2020	7
 249200370	KROŚCIENKO	test	2020	8
 249200370	KROŚCIENKO	test	2020	9
 249200370	KROŚCIENKO	test	2020	10
 249200370	KROŚCIENKO	test	2020	11
 249200370	KROŚCIENKO	test	2020	12
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	1
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	2
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	3
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	4
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	5
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	6
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	7
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	8
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	9
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	10
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	11
 250190390	KRAKÓW-OBSERWATORIUM	test	2020	12
 251170090	SMOLICE	test	2020	1
 251170090	SMOLICE	test	2020	2
 251170090	SMOLICE	test	2020	3
 251170090	SMOLICE	test	2020	4
 251170090	SMOLICE	test	2020	5
 251170090	SMOLICE	test	2020	6
 251170090	SMOLICE	test	2020	7
 251170090	SMOLICE	test	2020	8
 251170090	SMOLICE	test	2020	9
 251170090	SMOLICE	test	2020	10
 251170090	SMOLICE	test	2020	11
 251170090	SMOLICE	test	2020	12
 252150120	GORZYŃ	test	2020	1
 252150120	GORZYŃ	test	2020	2
 252150120	GORZYŃ	test	2020	3
 252150120	GORZYŃ	test	2020	4
 252150120	GORZYŃ	test	2020	5
 252150120	GORZYŃ	test	2020	6
 252150120	GORZYŃ	test	2020	7
 252150120	GORZYŃ	test	2020	8
 252150120	GORZYŃ	test	2020	9
 252150120	GORZYŃ	test	2020	10
 252150120	GORZYŃ	test	2020	11
 252150120	GORZYŃ	test	2020	12
 252160230	WIELICHOWO	test	2020	1
 252160230	WIELICHOWO	test	2020	2
 252160230	WIELICHOWO	test	2020	3
 252160230	WIELICHOWO	test	2020	4
 252160230	WIELICHOWO	test	2020	5
 252160230	WIELICHOWO	test	2020	6
 252160230	WIELICHOWO	test	2020	7
 252160230	WIELICHOWO	test	2020	8
 252160230	WIELICHOWO	test	2020	9
 252160230	WIELICHOWO	test	2020	10
 252160230	WIELICHOWO	test	2020	11
 252160230	WIELICHOWO	test	2020	12
 252230120	BIAŁOWIEŻA	test	2020	1
 252230120	BIAŁOWIEŻA	test	2020	2
 252230120	BIAŁOWIEŻA	test	2020	3
 252230120	BIAŁOWIEŻA	test	2020	4
 252230120	BIAŁOWIEŻA	test	2020	5
 252230120	BIAŁOWIEŻA	test	2020	6
 252230120	BIAŁOWIEŻA	test	2020	7
 252230120	BIAŁOWIEŻA	test	2020	8
 252230120	BIAŁOWIEŻA	test	2020	9
 252230120	BIAŁOWIEŻA	test	2020	10
 252230120	BIAŁOWIEŻA	test	2020	11
 252230120	BIAŁOWIEŻA	test	2020	12
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@ -0,0 +1,720 @@
 29.55983
 17.066145
 24.522696
 37.888725
 114.41998
 250.6422
 232.48305
 63.96794
 37.811752
 44.59175
 17.271067
 32.87349
 32.738182
 12.03214
 14.735246
 40.910267
 65.04993
 105.379814
 200.98819
 55.04252
 29.924784
 34.027046
 11.221535
 36.747
 28.05226
 12.978421
 7.508416
 13.987134
 43.48835
 88.7398
 144.72704
 84.6269
 -0.4388075
 -0.88515234
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 30.318684
 32.879925
 11.971772
 7.7598643
 14.372249
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 21.052076
 124.37265
 75.11379
 3.8765776
 3.472521
 17.512877
 41.69434
 33.426636
 12.228848
 7.6100826
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 40.923355
 23.908995
 135.33794
 78.42725
 1.574877
 0.8064828
 19.358519
 38.948418
 39.948624
 16.239576
 2.2272823
 28.905424
 49.835205
 77.45754
 192.53496
 83.84664
 7.584704
 16.689323
 27.356838
 26.770792
 52.857662
 51.53665
 38.421
 31.591436
 76.6052
 147.59203
 147.19063
 58.42192
 50.605698
 87.48919
 29.627005
 18.414206
 45.978207
 37.127968
 19.570948
 43.95497
 39.681667
 125.38285
 83.978584
 25.030031
 29.577593
 77.19903
 24.518747
 19.291182
 51.109486
 20.928572
 48.881638
 40.5289
 39.812836
 29.533957
 85.166756
 14.652934
 23.803102
 74.74747
 13.180095
 45.565952
 53.83516
 24.331606
 49.95064
 44.509445
 35.340023
 19.891325
 82.85198
 20.4979
 24.048452
 65.7829
 15.994472
 46.184692
 53.822124
 23.852533
 52.112946
 43.76021
 36.167515
 21.298885
 84.91667
 18.87201
 23.708271
 67.42776
 16.095072
 46.47964
 44.89522
 18.642292
 19.142946
 45.96
 54.078964
 60.06536
 70.14805
 72.55857
 34.170547
 56.584427
 32.71811
 29.11902
 69.96667
 48.190308
 71.05343
 35.268856
 112.096344
 209.76529
 78.29037
 57.006187
 124.33245
 31.129078
 56.56543
 47.155212
 53.885372
 34.150173
 46.391663
 29.614077
 119.62368
 132.88002
 31.845316
 36.441143
 110.18826
 17.367006
 44.51467
 36.126816
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--- a/train/expected.tsv
+++ b/train/expected.tsv
--- a/train/in.tsv
+++ b/train/in.tsv
		`@ -0,0 +1 @@`
							`--metric RMSE --metric MAE --in-header in-header.tsv --out-header out-header.tsv --precision 3`
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		`@ -0,0 +1 @@`
							`id_stacji nazwa_stacji typ_zbioru rok miesiąc`